{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D:\\OneDrive - business\\git_clone\\OpenCV-Python-Tutorial-master\n"
     ]
    }
   ],
   "source": [
    "cd D:\\OneDrive - business\\git_clone\\OpenCV-Python-Tutorial-master"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 目标\n",
    "\n",
    "- 学习图像上的算术?算?加法?减法?位?算等。\n",
    "- 我们将?学习的函数与有：cv2.add()，cv2.addWeighted() 等。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像加法\n",
    "\n",
    "你可以使用函数 `cv2.add()` 将两幅图像??加法?算?当然也可以直接使\n",
    "用 numpy, `res=img1+img`。两幅图像的大小，类型必须一致，或者第二个\n",
    "图像可以使一个简单的标量值。\n",
    "\n",
    "**注意?OpenCV 中的加法与 Numpy 的加法是有所不同的。OpenCV 的加法\n",
    "是一种饱和操作，而 Numpy 的加法是一种模操作**\n",
    "\n",
    "例如下面的两个例子："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[255]]\n",
      "[4]\n"
     ]
    }
   ],
   "source": [
    "x = np.uint8([250])\n",
    "y = np.uint8([10])\n",
    "print(cv2.add(x,y)) # 250+10 = 260 => 255\n",
    "print(x+y) # 250+10 = 260 % 256 = 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这种差别在你对两幅图像进行加法时会更加明显。OpenCV 的结果会更好\n",
    "一点。所以我们尽量使用 OpenCV 中的函数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像混合\n",
    "\n",
    "这其实也是加法，但是不同的是两幅图像的权重不同，这就会给人一种混合或者透明的感觉。图像混合的计算公式如下：\n",
    "\n",
    "g(x)=(1-a)f<sub>0</sub>(x)+af<sub>1</sub>(x)\n",
    "\n",
    "通过修改a的值（0→1），可以实现非常酷的混合。\n",
    "现在我们把两幅图混合在一起。第一幅图的权重是0.7，第二幅图的权重是0.3。函数`cV2.addWeighted()`可以按下面的公式对图片进行混合操作。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((380, 308, 3), (193, 200, 3))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图像混合\n",
    "img1 = cv2.imread('./data/ml.png')\n",
    "img2 = cv2.imread('./data/star.png')\n",
    "img1.shape, img2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 注意图像尺寸\n",
    "dst = cv2.addWeighted(img1[:190, :200] , 0.7, img2[:190,: 200], 0.3, 0)  # 第一幅图的权重是 0.7 第二幅图的权重是 0.3\n",
    "\n",
    "cv2.imshow('src1', img1[:190, :200])\n",
    "cv2.imshow('src2', img2[:190,: 200])\n",
    "cv2.imshow('dst', dst)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 粘贴\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[200, 200, 3]\n"
     ]
    }
   ],
   "source": [
    "a = np.ones((500, 500, 3), dtype=np.uint8)\n",
    "a[:, : ] = (123, 0, 234)\n",
    "\n",
    "b = np.ones((200, 200, 3), dtype=np.uint8)\n",
    "b[:, : ] = (0, 0, 0)\n",
    "\n",
    "def paste(src, crop, position):\n",
    "    \"\"\"\n",
    "    position: left_top :(x, y)\n",
    "    \"\"\"\n",
    "    crop_shape = list(crop.shape)\n",
    "    \n",
    "    if position[0] + crop.shape[1] > src.shape[1]:\n",
    "        crop_shape[1] -= position[0] + crop.shape[1] - src.shape[1]\n",
    "        \n",
    "    if position[1] + crop.shape[0] > src.shape[0]:\n",
    "        crop_shape[0] -= position[1] + crop.shape[0] - src.shape[0]\n",
    "    print(crop_shape)\n",
    "    src[position[1]: b.shape[0] + position[1], position[0]: crop.shape[1] + position[0]] = crop[:crop_shape[0], :crop_shape[1]]\n",
    "    return src\n",
    "\n",
    "\n",
    "\n",
    "cv2.imshow('dst', paste(a, b, (200, 100)))\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 按位运算\n",
    "\n",
    "这里包括的按位操作有：AND，OR，NOT，XOR等。当我们提取图像的一部分，**选择非矩形ROI时这些操作会很有用**（下一章你就会明白）。下面的例子就是教给我们如何改变一幅图的特定区域。\n",
    "\n",
    "我想把OpenCV的标志放到另一幅图像上。如果我使用加法，颜色会改变，如果使用混合，会得到透明效果，但是我不想要透明。如果他是矩形我可以象上一章那样使用ROI。但是他不是矩形。但是我们可以通过下面的按位运算实现：\n",
    "    \n",
    "## bitwise_and"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load two images\n",
    "img1 = cv2.imread('./data/messi5.jpg')\n",
    "img2 = cv2.imread('./data/opencv_logo.png')\n",
    "# logo 原图太大了，必须比目标图像尺寸小\n",
    "img2 = cv2.pyrDown(img2)\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(img1)\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(img2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# I want to put logo on top-left corner, So I create a ROI\n",
    "rows, cols, channels = img2.shape\n",
    "roi = img1[0:rows, 0:cols]\n",
    "plt.subplot(1, 1, 1)\n",
    "plt.imshow(roi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((278, 300, 3), (278, 300, 3), (342, 548, 3))"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roi.shape,img2.shape, img1.shape, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now create a mask of logo and create its inverse mask also\n",
    "img2gray = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
    "ret, mask = cv2.threshold(img2gray, 175, 255, cv2.THRESH_BINARY)\n",
    "mask_inv = cv2.bitwise_not(mask)\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(img2gray, cmap='gray')\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.imshow(mask, cmap='gray')\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.imshow(mask_inv, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now black-out the area of logo in ROI\n",
    "img1_bg = cv2.bitwise_and(roi, roi, mask=mask)  \n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(img1_bg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img2_fg = cv2.bitwise_and(img2, img2, mask=mask_inv)\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(img2_fg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FoyAUw1KyNMpppoooNfQGS/QGy/SXljBVNY4PaNKkQavdpd2eQegIGfeo8oKiMgRnEWNG0VGCjFO8l0jhCd6fcEnjIztPqROO1iFkjAuBLM6IVErW6RIqUf9SARdARjFlvkRZSpJEEUcx2h/7ITwRLS4v4wyI2JKoCCcjXviyV7NkJWvWrGGy3eLrX/oCZz77YorDe7nhC5+lNIZIjh9vpJBCEFxdFxu8x4aADJIoicBHSN2lyk9yYzaEgDcSZwQlFuvrzKatar0aKVWXGChNkjXI2hOkzRWgI7yISBqHSaoUkw/rmpU0pTM5QRrHBAKxFHh74vZJWQxr1xNFkmjiOMbaioDDW0NlbJ2fsiWRBm8FSicI5VFRhNQa7U88WzIsApUvaeoVvPE9v8w9O3dzpF+gnWf/zt1kFzyLCy67gnvuvp+zNswi8MRKoZTE4/DBYmtrFh8s3vmjxqzyEbFuI2kT1LHneFIwSp1rsLTbCc1GhPF9KhfjfRMXfF3VNc5hpEmGUAkyyYijlIBnw/rT6HUbzM8dwDtI4gaNJMMbi5IFlfEIf+IRsJWrTkVGGuk8eTEkihXWFOS9Jby1VB6shVQHVBzIWhkqSJQwNNKEgMd/fyPCcdOGjevJVkxxwUtey3333cu+7Q/RjCW7D+9nds16vvHFXcTNDmdfeClf++LVvOJ1r2f7PXcSTJ0jCkLggyN4W+eBgiCOYxId40SGtC2CzajkSa56lBS0u4pIBDotTaBDHMGh+TnESCFVbZc0Gg10nGLLinzQw0Y5jSzCk9JudRHesbzUq4NNQJXXkgBrnpTHM7vmtHEEsyIfLJEPlijKEWW5n6zsYF1AjPMljYYmSyKklwxzQ1WOs7tPIlR7xoWXMHvGxVx77bUkLqfMFylHjrI3ZOudt5K1pyAoulmDi557KVni+LmrrmL7Xbch69hCndcRtStdR2TrKK8lwtuMstQMB45bH3rsOZwUjIIQtDoZ7TTQStK6wlwLhKxrSYrKkDRbtDtTRHELHxxlPiT4iKzRQsYRDT2B1hF5bupMaVlhNIxMSSwFjVb7hKd37plX8+DBX8C7kiRAqAyH5w+AlCwtHEFKSaPRoDm7gjRr0YhjtIyxPsEVliAF8nESbk9EvjHNnbd8C/I+3akOowUo85KFwTK+Khn1R0yvnObm6/+FxsQKNm/ezDe++hWu/OlXoXyFtw6pFULUTKvGbrBSCogpS0c/r0iyk1z1SCFpNzO6DUEjSxBIGlmMiiIQEcuDIUl7Ap200UmDqioRpodxBUG0yVotgqkQAk5du46FuXmWen28G5HqCNlOyJpNJiZgaekHn9+HPgSvftsKvCmQwVHm/brkIR/h/djTomQVEzTTiDirK8niUtMfjvAuots97lrz76PP/tMnaCiPIrB7+4iVK1cSJxG2KhHW4Zxj/tBcXcUmBHfddis/8ZIXYQPIENBxhAUyqWqje1zgpRCUwRKEI/iSKD7J4yhinJvIMk2zmSECRLHGIslLB1GMyiaImhN1TUac1smucshoNKq/xNUZ1lgo/ITD25T+oELFEVpHBJHx/OfD1Vf/4PMzpi6IUnGCizKUTlA6wQz6hHEhszcS78y44zAcDfgVlcVLxVc/c2JrE0XQTRX9/oAsiZGhDqDNzx8h0jG5HQEBby2IQFH02LTlLB56aDtnb14PocI5SxCSStRdaEkcU429HusCPoCzJUVpjzmPk4JRIBwNAGklax2qFHlcEacS5TVCarKsi0MSTEExGjAcLmOdIUKQZppgHUWeE0Kg3ZpgWAxQaUzW6ZJmXVT6LuCDJzTDT/3l7/Kat/46ZeXwflxhFupSSyE9xjvKskSKUHtpWhInCVmjwZ4D153wylx6Kdxz3xJVMSISECcRWgqiWFOM+56iWNd5GqlwznDG6VsY5QUP79rF8MhBIqUYlYaskaJ07UVGOkYJgRC1Ped9YDAYHHMeJwWjBB/w1hBCTGUsyjmCc3hnMKYg+IApCooyJ05buCDwUmO9QxEY5csIEddBNhlwUhBUgZSSN/70VZx93mYa3ZRRf8RnT7CwLQS4/nN/wCUveAvO5HVt7pgEiuAFeVFhrKchBIJAFCuCuo6tW098bR7etY5qNKTRyugtLtcMmeeMRgOSJGGi2eLNb72SHXsO8q/X3ciZG9fx1a/ewKU/fhmdmdVc95WvgHV1nkdIpBJHyxCUitAyGdfSisetwn9CRhFC/DXwU8DhEMK542NTwCeBDcAjwP8eQlgUdc77j4FXAiPg7SGE259oDO8to1EPLRKqKkHgKY1hMLLYSuGtxwmLrUo8grKq8KEWtXk+oKhy8p5ixeTkuD42sLiwTPBtpldMctNN3+bg3ByvfMlLTziUDvV13/jKxzjz9AsYDfsEPCEwbvpOsE4wGpYkSYk1jru2Xv2kmARg//79NOKIqnS1fREE/VGJIMWGhMpHfOWGW/jd9/8+r3/T/8kXPvuPaK2ZmFrB3oOHmVp1Kv35eZxzNLKYdqvJRKdV53hUQhjX1npXh/q37dj5mPM4Honyt8CfAX/3Xcd+E/hqCOEDY0Sl3wR+A3gFsGX8dynwofHr45K1hgMHDjBsJqRJo05mKY0JmsrHCFUH2wgWU+WYsmQ06ONt3TlnCk9RGA7s34/WCaUxOCMJwfK7v/9upGryn9/3AUrp+fO/uZO3vP6C47jtx6Y8h4WlOxnlLUII6CgmjtKxuwmD/rBu1vI8aSbZvBlK1jHq9Rn0R+gkYnLFNK3OKs495zx8UKzcuIXtd97Flk3ns2f/AV54xYu4+ZtfYenmZZKsyerpWWbaExhvSSJNq6mZ6LRJ4rRudXEO7wKmcnUS9Rj0hIwSQvi6EGLDvzv8GuCF4/cfAW6gZpTXAH8X6j6BbwkhJoQQq0MIBx5vDGsN+/Yf5HCsaDfqgFrWaKPjNlI1sEpCCHhnGQ6WKMs+o8Ggrqd1ljhLcUWJGRmsqbDB1jUrNhC04rfe+1+45prPsW33w2w57ULgxBkFwFcztXGLRMroaFyiqhyLy0NsECA8L3pRXdJ4orRnrksiJIU1RFJgbGA4HHLFK17EfXfcTXtymhecfgHrJk9hIR8y0eqStWf48cueS6fTZmm+R3AKi6bCMtkQNGPopBlpHOOERMi6Ys5UlqKqjjmXE7VRVj768EMIB4QQs+PjxwLReVxGcc5xZHERKSULCloTU6yIW0y2W+i0gwwBgqU/WCbPFxj0FxkMBiRZRiTAWIFzHqnqIJKpHN4WuOCIo5gP/tl/p9VdSZYlWLfIVVfBn//5id34m98MN92ocaasg2gy4Kl7iKz35KMRZZkjFLjD6xFi1wnVonS7YAgMl5cJShOCR6cZwWtuv+suXnLFK4mak6Q648evuBxrDa04o5m06KRNIuuIswZWtVBe05GCOIVWI9BMIUvrZKVwgqqqGIwKlD62kfJUt2scF4gO1EA6QohbhRC3eh8YlQVFOcJTd+BHUYqMGkjVIko6CKVxrsKVBeWghy0LquEIa9y4jrTE2IKyrBulSmdwOCKd0Gi3yNodJrNpiv6AB3a9CXHskMGxb07Azh3PQ6sIpSK8E0ivUK6WbM5UBCWQUYTSKY1mh/PPOvsHHwh46cveSFGUBCGYnllN2p3AmxE/9bo3sPnscznc6xGFCmzOw/v289CeJW6+exv/74f+AhkkAkmWNEiTBkmrQ2g0SBopWmuSqEGsUxo6RSuBVII4EkSPIzZOlFEOCSFWA4xfD4+PHxeIDtRAOiGEi0MIFz/aqCQJqABZEkMIOG8x3mGMQXhDO5FkMqBcRUzt8QjvqcoRUoQ6nyEs1o6oxtVuQkYkSYMkaRE3u4g0xofAhZc+9we+6T/622u54jVvRXVmGXpBFSqsqOjbgsrmKC3Jkg4rptYws3ItaauDTlKiY5d5PCaddRZsu+c+hJQkWQaiixEdfNpl575DjEZwePc+vnTNp/nAf/0N3vWen2Pfob380i//H1z2489m45YNVNZhKw+mpE5yxAinSFWEDw4TLC7UnZOVKbHO4J8GNIPPA28DPjB+/dx3Hf9FIcQnqI3Y5SeyT6AWQ6mWTE1OsHnDOrpTq/AywUpVh781dNMWrShFreqSn7aKxeUBi4Ocw3MLeFcH7Rwexh1zKoAMHoLDuhGVq1BVhTcF1WCEK0rOOuv4Dc4ogjSeZPbUBu/8ld/DlAXtVoYgcNaWtbzxtS9mpttiZnaadneGovLoNGEYjnDxsy7hpltvPq5xhIDZfBW7reQlL34Rt99yO698xRtYuX4DW3dtZaLTphnNsnamw7VXf5rTN5zJcy6/lGbW4VMf+wQrpmb54ue+iC/3EuK6JaOxdIDnnzlDOLJEOSrp6Yi+TRkKjXWGqqpwY+SHY9HxuMcfpzZcp4UQe4H3UTPIPwoh3gHsBt4wPv0L1K7xQ9Tu8X84nsWRUnD+OWdy3ubTmJ2YRMcZORH9MrA0cESx5pSpJhMNRaIm8d4zGo040huy7+Act9y7FesDzlmsL+tsrgeMwXuHM5IIDVIiQsD6gtIYlhemiaL546pT+dTVd1HkkigI0sYklSlIVV1yMHdwmT/8008yXN7H9dd+nmhqlqgqKeaGDJNliqJg0ybYseOJx7lq/Spcu0V/1x4ObtvBq1/5a2zf+m2GKrD/4EG8SMjDHJPtFm9/xy+ikoTbbruL1VN9HnSO+eWKf/r43ayZOI83vuUCdmxdorj5D7F7vo6zAWzBFeunWdx8Nl9ehoGMwQUq6ZDVsRfieLyeNx3jXy9+jHMD8K4nXo7vpTROuPCcs9m0ZjWrJqcQUULlA6MqcKg3JI5jVnYadBJNFml8sJSF4chyj1bSYP7IMo/s249XGqxG2JyAwzkoiqLGEJEgfIVzJaYsGPR6DIdD2o0Wi73B4xqcmzZBMeyzauU0ozJmOMzRUlFVJc54EgXtdkKWrOOcN76VaqKF/9zHmQsxhWnQL49wyobL2bHj8etm3/us87hx91q87RFpj+wtQN+y9b5t2E0bWTuznt7iEiM8B27Zz8LyOayYWEWiGwyOFJy3bhX37DtMM11LWq3hs39zmKmpNUzM/kfOnP09ms0mg0HFiBR71+287LRNfHYY0/MSLxXmybjHPwxKk5jNa9awcfUqJrptVBThLBTGsGKiSaRjGpGmmcREupYKlbU0m01iFbH/1CPMLy5SLJdHQfBqnJBxHiZYiryPViVVvkSZ98mL0dH2yxUTHY4s9Y7JLO/85Y+x8xHHqBgwPTlFN2tgvMPHES4EGlLRL3NWrVjBsm9yd5lzxr3bWYVmIi+4oNkh7i9w3uN4W686/T9ym/kZwrRntriWpL2IcBG3Xv+3LCz3uPMb3+C1r3odB5bnSLyBKGHP3kcYVEOWD+7gjtvv4vX6ZzmUTpF119BhlsIOGAyWCM2zsNkWvD1AO3Z8bO9P0h19FbP3Vl793t/gLz//FUzUQoSTvR5FK2a6bSY7LTrtNkopqiqQZYGWrVsmtZREWhPpmgl0iBBKUpYlMxMtJjtt5hbmUTIcLUsEcN7gqxxvh0hlMVWfYrhMMDUWiBB1G8ixmOWqq+DqL3yc88+/hIBnMBwy0Zmg1WiQJDGR0vSLHOEU1hasU5Jdej1fHr6XKi/HNSADSrNIdsP7EeK3v2+Myzf9JT13AWVlybKC568MeJdyIK94MExzweaXUv6H5+P37mTV9Az79u5mstNm6tRp5EIPXxleftlPsGfrA+y44nKCz4mjiNGwoDuxmlEON89N8PzVi8w9skCQS1zb/2le0Z3jtk9/lodpsz5KCeM6nseik4JRhBDoqO7QdyGggDRVBCTOqXG4eVyfEsbwUoBWEq1AKYGWEjmGeBBaII1GUAPslMWIUW8elyRU+YCqrBEnH8UPebQ1c9X0DHFj7mgRthBwy7eeRVAR1137KdqTM5x+xjl0J6eZmp5lqrOCU1bP0hIB12givaIjPZ2mRSQSORSMtCW1CXG8jlE14IUbPsb1D7/l6Pf/1Lmfo/JTWCcozX669k4ODXewqd1BqoS2uYTtB/dwYci4rV9yat6n1c6oTMnhA3Ns7q7lnAuexeL8CLbEDC57CXz8qxw+tJvm5ARHlvezsDzPzcMhG//sg24AACAASURBVJIRn9s74Gv7v4hRa/nMMONiv4f3/NXn+OQffxClG8d8RicFo4QQGA1Khu2irh7X7miWUyGQEiJdtx4gagiqUVE3pA+LEaN8yCjvHwX6FWNYDGyEQFKVQ3qLFqk1ZTGkKApqrBBZB+rG/S5BeQRrOOfMjPu2PchZp2+m3/c0m00yERjO7eWmfY8wOTPLoYVFLnjOpRSm4rIXvJB+r6KRNcmyiLuOLHLDnkc4t3UqjWIDLk1ZXjpC2oppphN0u3DKKdDu/RmDXgcRZ/SKI7xg0wGS4f3sPxyx57BBtzeSZLN0WnMs/OO9JG94Hg/e9kVWHDxAZ7LN5PQM+3v7+dQ/fYK3X/UO/nVyBRtuOkzYnzOZZeyZu5cz1z+LHfv3c3a6jaV8xNTsT7FWPYu87LMw2MG2Hf/E+q9/DRONaOkVx3xGT/mmCSdCM1OT4Td+/m2snpmm22kSKY3UikTpGks1iWikNQhekIF8MKQ/zJlfWmTPvn3cePvd3HLnXeTj7nwtVV2j6seNU1FdT2LGWelHYSEe7fgn1PAaStXljHEck6bp2M6pz1FIKlMybv5FJzEqSUnSlLkjC1z+op9gz6GDbNqyhWuu+zJv+LXf4ou/9kHK/jTnrf3fcGQcmtvOqWtPpSollZ8nI+Ohg/dwsLeT6c4M5zY/zcaOQPmEa0dvZHJqhv0797B+zTnMLd4N6zdS/drL2aLh1j/6r3SP7OLSH3sJlIrTVne4eriGxo1bmViXsnbDRuK1Xei2ueUPHubNG7bxk6dcxzf3nMLnj/w2QY4YecdsvJ1nyw/zMx/7aw7cfhcXvPHtt4UQLv73z+ikYJSJTie87XWvZ2aqRZIkpFGEiiIaaUIjSmhkMd1Oi3YjxYXAcNTnwME5dh3Yz0OP7OKGW25jWFbEcaOGNBcS0DXsuXcUVY3Pal2N86aUItIJLtRqr8awrd30Gg0gJtI1xGgURZRlSV7V7alSShIdE0fRGMBH1+l5KamU4EhvyKgqcRNtetv3sKG9nrmDgSsu/E84O8Xh+W8xO7sOY5qkcUQ+6BGE4YzsAa5YcQ1mtMy8Oos/H7yMqZ/dzKUzG7hs0zl85sN/zfabt3HOygPs2fUlUgfLgyFzpcdUFulgxfrX0V7xbGZOP43OzBYOrVkijyv8/3eQLe52XrXuOmzV4A93vom+WWB5NEQFix7cTxr6/PTLruI/XfPzj8koJ4XqMdbz4J5DHFxcJkoSUq2RUpDFKa04oTvZZsPqaYbNlGArloY9tj28k1vu3crdW7fhEXQ6UzRbXRpZizRpUFWGsixxpSNNSnqDBayrUayViEmiJjpOMDagY0GU1kyRZBnOBlQI4DzeWqIkxQZPsA7vPBY7hu+UOO8xtiJtNMiSNmtXrsClHWx7glN++u1c81/+LzorTuVLd17FC579PlatuJhB/y5KLzHDU5hsT7IwvIN1reu56YGd3H0kZ1cRoVdt4Kbf/DA3mZK/FYLu1CZKMWT77gfojJY4ra1416tfzuChbZyyZpatDzzMnWzkgenAKa9dzeYW7Ll+K90tG7m1uJUpkfLQwYKlsuBQ/z7WbdzE1OgsvO0Szb4aax3X7TjJcWaFEAxLj9UK5SXgccUIYZfQQtDtNFkaDJnuNjBVwcLSAnfcfx+333MvVmgmulN0J6a545a7MDxx9GyCCbpnrCSOW2QNjUoESZqiohiV1JCkylmctZh8CMESaUuIHKPRCC/AW0McxxhjUEqi0jZRMonWTdAR3969zLAYccqlP0b/pn+j021w422/Qiu5iJ999iWY0Vbu3L3I2d1T6JXfYhVdLrzobM5bPMQX+u9glE5y7qYLGfVTjFzgvvvvppu0eOd5Kzml9RC9MvCtrVvZvnUHV66c4eVnr+e+20vmtu5k3Z8skz//OcweMey+/kZWJAlb+/dw98N7KFXEzOxm3OASYlFQqj5e7KYIR3DiJEdcElLS6q4gxBkqiWv3VyVUo5yyqDg0XyNSL0yklNWIvft3ce99DxDQjJYNy+xlF3uPe7wlllh6oK6yjoi47MWvIcoaRGmGjNMa96wo8FVB7iO8HWGMwbhhjRZg6/6YYCzCO9IsZaK7gqyzkiTt4AK88AVns2vR8vItv8C3dt7HXK+g2Y4py9v52K238gvnr+dnnz3B1++4hktOW0evqrjn9vtoddv05RA16HLAHSEUJfuXDuB8xb7+bq49vJeXjxY4e9NpnDnRZFUacfW37+SvRoZ+dzUr08u5X+/gvDUtbKG5d+9Ozlv9El58tueSC0tWNzU3Hb6Vf3h4H3fu/Dey9l6STLB7LmcgTvI4ihAC4oi41SRKmigpqQbLeGvxVQUiYnEpZ7k3oD88zMO7d3Jw6amBTTIYrvvqpxAIXnflryN0BCFggwTvSeKUvCqPelN1yWYAJbC6BkfT42aqRDdJ0w5CQvzQw2ygYnG+ZPr8H2PndV/BVYGGCvSV5A/v38sa9whvu/Qc5osh67JJLr9wllZY5uDhjdxhFbPmFHZHi0zPbGTUqjgjnyCLr+W0dsxfPriP58iK23PPlvXrqFadwar8eWx8w2uJzqnYuW8X66efx8YHFSuLZ7PnyLfZ1j/EPQ8+xIrpCQbSEeIBpexy8MiIYRLx0ve8my+///2PuU4nBaMgBGmjRdRsEacNTFEStAKtCUJgCosgsLi8wNZt9xyXevlBKdS4QyiZ4J0DX9shj/650lGUdTbbe0csNDhI05RWqzbClQxoAlpqhAJVLDMsCqZXnMrlr3k9thzw7a9fjy8KpIjYflld2fSqDStYcdok+/tzTEhNURgu/OPX89CvfJ23f+QdmAg++a6/4JK/eSXPafw4mR3Ree/P80Bzlmqpz8Xv/2987I/+mFV7wG8sWXXuOj794av5yN/+Kr+bZVx28Wf4zVUFCxMp334ILrziVejJLs+Jp5BpwuKRg9y2exv3fPpTx1yfkwI+VApBlGiUrneA8AJMDW2CdwGhAjZY7t5289PCJAACQTlcwpUDqlGf4AusHTAaLWGqvEZTkIKAHGO21hCl7XaLZiMhTRRRrACHEI5UOtI4op1YzPAwg/l5BgcOs2HDaWw47TRypY6Wv/3LoRF2NOSGew7y8MjjdcVku8tyc54D1Ygid6zIZ7h/6308uHMrO7Y/wDko1j33BXRDwb98+K85d9Vatvg26eIkO+7fyj03jrsN8pwbb3wFP/mi53FWu8O6dsJwOESsO53FKKPnBNHEKi7acB6XnPfsY67PSSJRACxKCipb4ZxHBxgag7MVB27azoM8vTjkFz/nUvrNvZTDDInC2AJbDun1l8BCFcpxjKaOEisBWgnisRuttESpOjOtRExLC6oQiLH0w5DB4mFy45AEHti+83vRAPOcX/ul9/GJv3ofj+Qluw/8K/9y5Q7Ovuwirv2lv0KWmrVmLXP/8z5E67McSXuI9afxvC99krXPfg5zd9zB5tMm2Vmu5f4/vJ+LfvXM709Vv+c9XPzWt2LKWzB3fYNtazqkocHqxmqsC1in0Cd7ZNZ7VxdNj3qEoHHGUpQDqrzHLTddR84JgqAdJ2VkLC8eQGAItkE5KinKEaNhb1yyV4PVBCeJZEQIbozfWof+G2mGtRVRAyKtSJKIRlOglksKociSCaY6A/bOLbB1+zGae6+8kj/IAr9++bmcX61G9s5CfdOSVQmLwwUGSWBdPMvmjmFNnJPNPYSJKrY8fAu0BGL/PHtkgg6O//KWtY89xkc/yvVvfSsfvP9W/o0E3ZkhFB5ncqQwuMep+js5GMVaRr150mDxYyMy5D0O3LDtaWcSgOaEwrYLqAYIYVDBMFg+wnBUoKIahksgEVrhqXfbehR/v6wK+sMlOpMZzlQoldXGrhV4Ue8qpkQN4bn9WEwCEAK3vfbNnPeZf+CMM8/FFBDrFk6NmJrcSENJ5pcOs6Ocp7lRYJMK18sZzS0yLHKsK1nwfT79c9vg24+jnj/6Ud711reyvxiw1/ZQShLKHDOOMR2LTgobxTrL4QO7Obj3YUI1II0czaZ+2tUNwCY21apECYK32CpHCk+j0SCKNeXRWt4xIoKrk4neBbx1LC0t0VseMBgMMFWFK3OKQZ/RsIczdcP8cNjnxtvveOLJ/MM/8IKN07TKm9m+94OkaQ/tu2gTsP1AO1nNqavXkyrLcFBgopi022Fqss3GjRuZy5fhF3/xicf56Ed5/wt+Asw8frQM+QBZGTKdHPOSk0OiBM/C/DztdsnKyQ6xjPnHT3/6hzJ2b8VhskZCq9Wi1Wqidb17hRFDggxEuWY0HCcRZY20WNfmOiDgnGf/gb0EqUjiBmK86ZItHN6OWDpymGse3M3xwj19sOryW9OBHzvrDG5+8LOccsqZtKstxI1pYnKCr1BWkeDoV4a0gkZrkoVDC3zygh1w/3GmZN72NopXvhISXe8lGCcnv40ipSZKWwShsNby93/38R/KuBs2nIroiLrvOUrQWZssy7DO01YpQUREUUoSF0dx5qWU451d4np72vGuH0fmDhPLhE6nQ5CA94yGfeaPzPEDgcft2EHSmmVGDdgw+3Iqs8z9Bz7DunWbSWfOZrcxTFJQ2EBQis7sBNv37+fBB3fxk197HNX2GPTJb36Tl150DnGUgnVU/thQDycFowgpiVstynzEtmuOo7D0qRgTQZY28aLeG7nygsorvFMInWEri47rkLYbq5sgBASJEHUjvfd1p6JzHm8Ny70lvLdIWW8mtbS0xD3bf/D7+b/vX+RNpz5CkkwwmU1yanomtlFSmj67zQq2HriOXg6XbdnC3Xc9wPnTp/KB//FReMtbfrCBlpf58jvexXP/5++TZW0yeZKrHq1jOhOnUGV9buOGH8qYF15wEarNGK+17u6XjUmCqltYk05KUe1Figgdxwg0PozBfKUeZ53rOpbKWlQWcJWhKAwheCpTcs/LXgkP/MkPPjlj+Piv/zKX/t4OhkULM/BsOu10rr/1GmYvWslrzz6dOMu49/7drGppzlqZwZVXnthCXHklC6tPRXV7zBbHVlsnhTGLkHQmV7J84/Hna54MdemSpS2SqMZ662T17qBx3KIzsYpme4Y4bdNotABQMkaJhCyaINVdUt0lUd9530ynaMWTdJrTNNMJIpXVW7L96Z+e+CTf9S7O3DyJ8wWRjtmzeB+XnP5astAhFpLDBw+y/pRVNJoZ589eeOK7NITA9t/+LQaDkoE5dvf+SSFRhBBo3eAhfjAd+1i0iU00zqnLJ/OyhCBRsu7ci3WDe+66hedc/jziliBO6gCfcZ6gU5AJKu7UhU2FRaoEHwRSKBLdwtsG3mhEVNeWSilqewWBVBKtAgSDMwJB/qS32PiIvJbzOZ/2jKAdnYHHEGeSoZfsXJxnuinoWXni/bGP0nvfS9mUSFYe85STglHwHuGP3SB9PJSRsXbzDFrX4f7SjHcKkxGIgBKBtKG54qUvpdlNyTJFFAlGecBYhVcpTgoSCT7UOyw7BJFSeO/RcYqMGwQvCaFuTMd5UBIhNEqCEI4gInTsuXXnE6J9PD51u7x7zrOqcx7Lo/3M59+gmTQJqkU2f4hZ3cUrzc6DS/zBuTP8+n3zJ86YwyE67VAMFo95ykmherwzXP/Jj57w9TPMsHLD1NgjqRvBgqthHJw3uGBwviKKAmkEaSpRGuJM0+60SGNJIj26GiL6CzTzJVo2RxVDVFUQKdDak6UapUEEjwwSKSJkkHWht5RIoWt0aZXAkSMnviDr1/N3F61nQg9ZHu2iGa9g1dRZNONNHN5XMdteSXd2ioPLQ1alhq6A959+4mCGAPvf8naWi2MjLj0howgh1gohrhdCbBVC3CeEeM/4+JQQ4stCiAfHr5Pj40II8SdCiIeEEHcLIS58ojG8sww58bKB1oaMKNZEUVTvIag1WtddfGG8Va6QgPNIJYhiRZzW6ilJYmItCVWOtiOq+f2wPIdfnMcsHEFbQ1Mr0hiUcmSpJk7V0Qq3GlE7IEVAS1BIUvUkBHUU8TuzkpsOLzCdCZypWFjeTTApQRlWNQWruppdB/qkNkcbqJIWl553Drz73Sc+7kc+gs1Hx/z38UgUC/xaCOEs4LnAu4QQZ/MdMJ0twFfHn+F7wXTeSQ2m87jk/LFL8J6INm08FRVBrCVJousMrlQ1mE0IREoSvEH6ut3U2IKAJdIaOXaN0zRFS4HJ+5T9BYaHDiAWDqEHOSEvkL5Cx9DsKrorUrKmQmhDFQqcsBjhKb2hDJbKWj5/3uQJ38+Vz381LSl45MgQK3OmWitZPbuefrWTXbu+TWPyNPb1HKqdsP7UjZyy+lRWTETIYc7/uPkBTgimAWo4KfkkKtzGTeaPYqH0hRBbqTFPnjIwHa0V1QmWD6xas6qWJFod3WCxXdmjATJrLc7WW7FkjbiWJEoc3VZN6/+/vXMPkqO6zvjv3n5Mz87MPrViJYEAgXgIYZB4GBWCMg6EmBgS4mBiYsAQCpeScimVkCrADiHBFQJ2GYrEVBliEyiHJE5cmEqBywkxKQgILBKEkKGEHqDHSqvVvmame6Z7uvve/HF7FxlrpWV2VztJ7VfVtbPTPXtP75w+9/bpc77PgRwUCgWIFCrVeBa42Mj2DvJ2it1eotBVIlcogrDxPIF0JbUgNAtZYWE5wqyFkPD0002dC0JQ8fLUwhLnLVG8uG8EJ++wecdruDnFeRes5eXX/50d4QifXe3h+4MIK4eXbydRKSXvIDz8MKxf39TwrjdDeZSMeWkV8DrTJNMRQtyOiTgUCpOnjo8EB4fzVp8zQdUZ1Q3VhZQSN2cDNmEYMjI8ShiGLFrcR1veo6urC9d1kdJkgiNdwxGCfC6HVBpbgacUSkFsK2R7nmJ3F/lCkTQRNKKU7u6YIKiZha5tY1kSYRslC15s8kHmtdey/OQl9DZKxK/9GDep01/+GcsWrQGZ8MYbP6WvZykn9XyRvtKzlKttLCp14I/W8SzYNzDILd/v5YnmRmftmgvZ9c+Hl6qZsqMIIYrAD4E/1FpXxOQhbkpkOlrrx4DHALzzvaaW61+7dz25vhxaQFQPCYIAldWz5ttyRA1FVdo0QiPh2ogiFvYuoKOzREd7FzoTo6y7DmFQJ1MAxhECoSFn59COxivkyRcKtOULAAS1BkEQENWcCUdxHAdhS6No0aS65cNrzudk28ZOuwg3l7jkhDyPvvsMS/MraSjNshPPRdopI0mFckVR9qsUXY2MEuxcgTOWdvPm1ubvtk44Zemk+6bkKEIIB+Mkf6+1HqfWPTA+pTRLpjOOhMm76I+E7s5OPM9DAaEX4nkeNd9HaI1kvFc5xcslRPWInOXiSJt8LkehzYTZWg0sock5httWWEZkW4O5i7Eldj6H6+WxbZc0TbHTBDsWaGXGyLs5HC+X6ek0L7fS0eYivRLFvGTFl27lzUce4tI+m+3xy2zvz3Hm0k9xcHg7RTfHz+vdXLRII9MGfiI4mNRY4bqcUGxe0PmkBSsn3TcVfhQBfBd4V2v9rUN2zSiZTjOoVMcQVg+u605UnzmOg0pMo1etnlIPE6p1RTm0EDmXWpjSiBIajYaRe7NzeEWLL/3RvR97/Hu/up5iIUcxn6OUb8PNWYgjSJkcDX49oOQ4xKrAgXwHb2mbM/JFtg+/wpKFv0EtHiIn2qn4Vfye0+l0XiXExWov0ksDG8nyYvOlGSMvbZ1031TO6mLgRuDTQohN2XYVxkGuEEJsA67IfgdDprMTQ6bzOPD7Rxug78DCox1yWDzxpz9idHQUvxYY1qA0RWhNHEX45Sojw2UGhypEkUVbvhe/JigHKfuHRhgaLVOv11FKsf72w1eeHw17dw0wuH+IRj1Eokyv9DSSsV9xOunv72d0bJg0CNkw6qM8jwsWlqjXtoNu0Nu1jBP6zsMtLSNNU/zIp1Iepccr4JUK5OVA0+NvPTCNxazW+r84/LoDZohMJ02bk0jZznYqfplYK2wp8aSF0CkqTanX65RHy1Qjiec5OHkHC8XQSAUhXaQjSRoxC7s7KdNcuN7dP2KEucMQm4ScJUg1NK3OcM897L3uN6nWfOqd7dx22zr+5f77+NwZSyilm3m3P6K78A7HL/oUA/s0u/t60OEuelyLKA6grY3j2gtNnQvApvf7Jt3XEin86fQ/K6UMo5KQJJaRnLdtC61jotCnEWVaepiIkyRVKm4bubxNTkiUam96bJkrEkSaqGFssDRYtk3T6gzlMqOViFQnhGFEd1cP+/MldLGNCxdKdseD+GFAtbIUR/bwVvVkPrU4oEvmKLUJRqs+v/v2UNPn09d7PG8NHn5fS6TwJ2EYnRIe+ebfYeqE1ITTRFFEFEUEQcDoyCAD+3cy0L+Dwf3vMzY8gD82Qq0aEEUR677ytabHFkJQrgT4vmmCJwWdwvNf/GzTf/Mf/3sjyDaENOfT27OMRzfsYlFBc25JccKS1QxUd+HlNAfqvWjtMForE6WSqFFv/tFBocDw8J5Jd7eIozSZTcR0+iWpRmGEoJMkQWZkgJVqmeHhIQYP7mfvng/o37uLwYEBfN/HDypEcYhu0kkFAi0lsUrxazXK1TpBIzKJPtX8+bBjB4+tXIljFRHC5ubbb8VdsIpc1yI+uaSDof6Abs8GK6KzZyn79gxRLLXhj4xy64bJv+ij4sorSWV10t0t4iiaUzm16U8/8JePkCSmiy9JEmphSL0WGWXRzGn8oIIfVCiXy+zetYuB/v389SNPNj3mp6++jlypEyvfTjloMHRwhHJllKBWo5GkfGxy2UOxfj0PnnM+2k6pNA7QWTyLZzduw675nLDoTDpzy3hn7//ws+3PkixYTFRX3DIiplXWsPylPFpM71nPrEMAv37H5U1/XqN54K++Ta1WoxoElKtVao2IRmwSajqj7BpnVhrqr/Pqq29Ny2avrR2n2IHd1kEttRnzAyqVMmPVCmOBD+vWTevvc/PN3Pu9HwANlp5a4qD0GOnqpeRaONYCVvT+Kkv7LuNvtxT48uvvwbZpdCwIwVh9D0G8e9JDWmQxC4lOTTifxnrlWw+b5PVa1lI7u4pfMyl917ZRKkUFDpVpPKUeh4OD63nYOY8ECOsVdu0bJoqq9PQE2DmPb/SV+JPpDrRrF3ff/SAUCnDFFaz6z3/ltNOupea7vHTOf8Bzz027OAqAdetwntzGWK1/0kNagnHpuL6F+revvxrf93nquz+Ya3OOiosuvpje45eTL3UZ8algjP0736bowimnnERHZye218b9z/zb1FiI5xhLun7FFJCriEH/1cMyLrXE1KO0ol4PqVVnhspiNiEQDB0cYGj/TioHPiAYHSD0h/H9Krv37WfrtvfZu2+AoZER/uAzl8y1uUfHDTegEolU1hGDU2tMPUoThiFjY2OsOvd03tw0eSp5rrGgu0BZHCQOI8qlIVMclSbUggCVxBw4cACA7iShvbMDLrsMXnxxjq2eBELwiZ8uxnNCwqSMSqZBcX4soLUiGCsTVHzKY1Xy5I9Jz/HHxYmcSEOOkiiFXxkhqvkTtS06NT0+jSjmwMAgSInS8Llujx+K6d2RzBY+ufghonAvcWyR94pYUhsFg8OgJaYerbS5hfV96vU6XsdcW/TLEAii3jGQH6qoxioizKTrICM2TqHRaDAyPMrI8DDlkTGuuGzNHFt/GJx5Jpab0t7WS3dpGTpuJ2dN/o9vDUdBEzZiwjAkjmOU0nS3N1fMNFvo7TE9PuN1OFprBBaWNHz4iVLEaWrk67SRhh0bLTM6Okql7MOTzedsZhz5PJfU70SkJYTI4VkL6WpbTnd+ciKdlnAUpRRhGGYV9EbRK9WK3u7iXJsGQFdHPhOeApRCQqYjKFGp4UpR2jhPopRhjVKKOI6Jwhjf91lx/31w441zfCZAPs+lxz2K6+Zw3SI6TdHKKL7G6eS1yy3hKCBA2DQSRapBZ8mxVCkW9kyvDWG66OnKnsYKgRIKLTVYYNliojDbdV2kUZICS05sWmtSFdNIE+KkwdKXXphbZxGCy1bexoD/KmFjkOHRPXR19KJ0DiEtnCO4Q0ssZhEg8hZuZxsFx7ADyKwISaeKZSu72Lll8qzhbOH0VacQLW5MtGbYloXtSFRK1qRuaNFVkpDoBCElUggEpkdZ2gJhmVR+ohRWHHP6O6+x9amn4Kabju3JdHTQHpxNsPlxVFSkvTPluOOXUavtxtIutiyRyMnTEy2RcCst6NBnXr6KahAQJw2jkCE+VPYeZwLa/qPNs0b2dyjy5Fl+/aqMC99Mh0II7EMYiYQQE9efEIKUlCRNsaUDmf2WLdBCoIUF2RpGZDQZti3Z9PQrx+Zu6IYbuHzjb1GOf87+ygsMjG1AkSCkg5UKUp0DaeE6iwijd1uXC7+tr0Of9oWLSdM0U9AwEWV8rrcsa0LgQErJlod+Mmu2nHXHZwwNV+YFacYvm2bPiwCj3pFFFDBV/+PHWuPHCMGh5VgCaR5TCEGKxsI405Y9pebbO46Gjg6uOfEpamGDMB1hzN+BH7/HSLSBIBxEYpNoBQpwUlPtkdDCjrK4U5/25cuNhk52NaakSJh4oKcwX4ilBKnWhPdunpGm9nF84uvXAxoprawnKNthyQmHSJVZ1Gky6RalUQKQ8sPoopiIiCkKW0jiTBBTZeSAWoAUFiJbAEsp2fzCwPTUtA9FocCGFzahlaReT3n4vn+iEdjs2LYLvDI7hp4x8jaiTioFV/7Z7ewXAU4CG+/5fus6Sn5Jtz5j3RXAh1eiEAJ5SNumUgqNBGHsNVe4+XrevKu5K9LB4awHrpuICAKzALWlJM7EnkTmKI4UCGW+WC35xQiDka8Th0YTpVCYaXNCQAoFWsBEqxogM49UZkp60zsf7r67uZaPtWt5+f7HEbbhwlVxQpSGVOoRGze+wd/8xXfoaOtlr/8KqDragTV/fjO+iNGWhSds3vjjJ1pX4sFhDwAAApdJREFUXQMEafalG1rObI1i2WggBVINSqemyl5oBCZiSmDVN29EK9Mo/sEdz1GmfNi1TCednPyNaxjXWRYShCMYX23YWZM7MOGkSiikZYE2ES3VGlBYUoA2/T9CAlpMNMlPlDVkP23bNkXfpAglJhxq3EkmbBGCC5JNiK9/HoQRuX59Zx6efx6GhozzxLF5muw4sHIlrF7N89fcgohTXMfD1haNWgh2RCoUadSgOjJEqZij0thBLR7CzVmc/fmr6bhwMUEYk7MljmORNiYPGi0RUYQQVWCuH/AsAJovOP3/Y8OJWuvej77ZIhGFrYcLd8cSQog35m2YHC2ScJtHq2PeUeYxJbSKozw21wYwb8MR0RKL2Xm0PlolosyjxTHnjiKE+DUhxNaM8+3Oo3+i6XG+J4QYFEJsOeS9GeOhm8L4s86FN6sYTxDNxQZYwA5gGeACbwErZmmsS4HVwJZD3nsQuDN7fSfwQPb6KuDHmBTqRcDrMzD+ImB19roEvAesOJY2TMv+OXaUNcBPDvn9LuCuWRzvpI84ylZg0SFf5Nbs9XeALxzuuBm05VkMXcic2fBxtrmeeibjeztW+AUeOuBoPHQzgiNx4R0rGz4u5tpRpsT3NgeYNbs+yoU3FzY0g7l2lI/N9zbDOJDxzzFdHrqp4EhceMfKhmYx146yEVguhDhZCOECv4PhgDtWGOehg1/mobspu/O4iBngoZsCF96s2zAtzOViNlukXYW5A9gBfHUWx/kHDNdtjLlafw/owbBub8t+dmfHCuDbmU1vA+fPwPhrMVPHZmBTtl11LG2YzjafmZ3HlDDXU888/o9g3lHmMSXMO8o8poR5R5nHlDDvKPOYEuYdZR5TwryjzGNKmHeUeUwJ/wsHEPsbMIG/WAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Put logo in ROI and modify the main image\n",
    "dst = cv2.add(img1_bg, img2_fg)\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(dst)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img1[0:rows, 0:cols] = dst\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.imshow(img1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像相减1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D:\\OneDrive - business\\git_clone\\OpenCV-Python-Tutorial-master\\ch10-图像上的算术运算\n"
     ]
    }
   ],
   "source": [
    "cd ch10-图像上的算术运算/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "# img1=cv2.imread('subtract1.jpg')\n",
    "img1 = cv2.imread('subtract1.jpg', 0)  #灰度图\n",
    "# img2=cv2.imread('subtract2.jpg')\n",
    "img2 = cv2.imread('subtract2.jpg', 0)\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(img1, cmap='gray')\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(img2, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st=img2-img1\n",
    "# st=img1-img2#相反\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(st, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#效果好一点\n",
    "# ret,threshold=cv2.threshold(st,0, 127, cv2.THRESH_BINARY)\n",
    "ret, threshold = cv2.threshold(st, 50, 255, cv2.THRESH_BINARY)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(threshold, cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
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     "delete_cmd_postfix": "",
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}
